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I also paused. I was thinking that oxygen is coming from previous stars exploding.

there's oxygen atoms, and there's O_2, which is a gas also called oxygen.

the atoms came from stars (hand wave). those atoms have probably been recently recombined to form the diatomic gas, by plants.